Overview

Dataset statistics

Number of variables15
Number of observations457
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory79.3 KiB
Average record size in memory177.6 B

Variable types

NUM14
CAT1

Warnings

TotalDistance is highly correlated with TotalSteps and 1 other fieldsHigh correlation
TotalSteps is highly correlated with TotalDistance and 1 other fieldsHigh correlation
TrackerDistance is highly correlated with TotalSteps and 1 other fieldsHigh correlation
TotalSteps has 61 (13.3%) zeros Zeros
TotalDistance has 63 (13.8%) zeros Zeros
TrackerDistance has 66 (14.4%) zeros Zeros
LoggedActivitiesDistance has 433 (94.7%) zeros Zeros
VeryActiveDistance has 245 (53.6%) zeros Zeros
ModeratelyActiveDistance has 228 (49.9%) zeros Zeros
LightActiveDistance has 74 (16.2%) zeros Zeros
SedentaryActiveDistance has 419 (91.7%) zeros Zeros
VeryActiveMinutes has 241 (52.7%) zeros Zeros
FairlyActiveMinutes has 227 (49.7%) zeros Zeros
LightlyActiveMinutes has 72 (15.8%) zeros Zeros
Calories has 5 (1.1%) zeros Zeros

Reproduction

Analysis started2020-09-14 05:50:01.711361
Analysis finished2020-09-14 05:51:07.064863
Duration1 minute and 5.35 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

Id
Real number (ℝ≥0)

Distinct35
Distinct (%)7.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4628594643
Minimum1503960366
Maximum8877689391
Zeros0
Zeros (%)0.0%
Memory size3.7 KiB

Quantile statistics

Minimum1503960366
5-th percentile1624580081
Q12347167796
median4057192912
Q36391747486
95-th percentile8792009665
Maximum8877689391
Range7373729025
Interquartile range (IQR)4044579690

Descriptive statistics

Standard deviation2293781430
Coefficient of variation (CV)0.4955675764
Kurtosis-1.039194515
Mean4628594643
Median Absolute Deviation (MAD)2030840877
Skewness0.3527246238
Sum2.115267752e+12
Variance5.261433247e+18
MonotocityIncreasing
Histogram with fixed size bins (bins=35)
ValueCountFrequency (%) 
4057192912327.0%
 
4020332650327.0%
 
1624580081194.2%
 
1503960366194.2%
 
4702921684153.3%
 
2347167796153.3%
 
4445114986153.3%
 
6962181067143.1%
 
8253242879122.6%
 
4558609924122.6%
 
4319703577122.6%
 
2320127002122.6%
 
8877689391122.6%
 
5553957443122.6%
 
8378563200122.6%
 
7007744171122.6%
 
7086361926122.6%
 
2873212765122.6%
 
1927972279122.6%
 
1844505072122.6%
 
3977333714122.6%
 
8792009665122.6%
 
2022484408122.6%
 
2026352035122.6%
 
5577150313112.4%
 
Other values (10)9320.4%
 
ValueCountFrequency (%) 
1503960366194.2%
 
1624580081194.2%
 
1644430081102.2%
 
1844505072122.6%
 
1927972279122.6%
 
2022484408122.6%
 
2026352035122.6%
 
2320127002122.6%
 
2347167796153.3%
 
2873212765122.6%
 
ValueCountFrequency (%) 
8877689391122.6%
 
8792009665122.6%
 
858381505981.8%
 
8378563200122.6%
 
8253242879122.6%
 
8053475328112.4%
 
7086361926122.6%
 
7007744171122.6%
 
6962181067143.1%
 
677588895592.0%
 

ActivityDate
Categorical

Distinct32
Distinct (%)7.0%
Missing0
Missing (%)0.0%
Memory size3.7 KiB
4/4/2016
35 
4/3/2016
35 
4/5/2016
35 
4/2/2016
35 
4/1/2016
34 
Other values (27)
283 
ValueCountFrequency (%) 
4/4/2016357.7%
 
4/3/2016357.7%
 
4/5/2016357.7%
 
4/2/2016357.7%
 
4/1/2016347.4%
 
4/6/2016337.2%
 
4/8/2016337.2%
 
4/7/2016337.2%
 
4/9/2016327.0%
 
4/10/2016296.3%
 
4/11/2016255.5%
 
4/12/2016245.3%
 
3/30/2016112.4%
 
3/31/2016112.4%
 
3/29/2016102.2%
 
3/28/201640.9%
 
3/25/201640.9%
 
3/27/201640.9%
 
3/26/201640.9%
 
3/22/201620.4%
 
3/21/201620.4%
 
3/16/201620.4%
 
3/13/201620.4%
 
3/12/201620.4%
 
3/18/201620.4%
 
Other values (7)143.1%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length9
Median length8
Mean length8.332603939
Min length8

Overview of Unicode Properties

Unique unicode characters11
Unique unicode categories2 ?
Unique unicode scripts1 ?
Unique unicode blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
/91424.0%
 
162316.4%
 
255614.6%
 
049913.1%
 
649613.0%
 
442211.1%
 
31353.5%
 
9441.2%
 
5411.1%
 
7391.0%
 
8391.0%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number289476.0%
 
Other Punctuation91424.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
162321.5%
 
255619.2%
 
049917.2%
 
649617.1%
 
442214.6%
 
31354.7%
 
9441.5%
 
5411.4%
 
7391.3%
 
8391.3%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
/914100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Common3808100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
/91424.0%
 
162316.4%
 
255614.6%
 
049913.1%
 
649613.0%
 
442211.1%
 
31353.5%
 
9441.2%
 
5411.1%
 
7391.0%
 
8391.0%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII3808100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
/91424.0%
 
162316.4%
 
255614.6%
 
049913.1%
 
649613.0%
 
442211.1%
 
31353.5%
 
9441.2%
 
5411.1%
 
7391.0%
 
8391.0%
 

TotalSteps
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct389
Distinct (%)85.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6546.562363
Minimum0
Maximum28497
Zeros61
Zeros (%)13.3%
Memory size3.7 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11988
median5986
Q310198
95-th percentile15605.6
Maximum28497
Range28497
Interquartile range (IQR)8210

Descriptive statistics

Standard deviation5398.493064
Coefficient of variation (CV)0.824630205
Kurtosis0.6648241126
Mean6546.562363
Median Absolute Deviation (MAD)4120
Skewness0.803413395
Sum2991779
Variance29143727.36
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
06113.3%
 
419520.4%
 
449920.4%
 
554320.4%
 
634420.4%
 
209820.4%
 
1240920.4%
 
820.4%
 
720.4%
 
683510.2%
 
1398710.2%
 
1539210.2%
 
221410.2%
 
1194310.2%
 
735010.2%
 
963410.2%
 
230310.2%
 
1046110.2%
 
529010.2%
 
376210.2%
 
972510.2%
 
518110.2%
 
1458310.2%
 
773410.2%
 
324610.2%
 
Other values (364)36479.6%
 
ValueCountFrequency (%) 
06113.3%
 
410.2%
 
720.4%
 
820.4%
 
1410.2%
 
1810.2%
 
2010.2%
 
2410.2%
 
4410.2%
 
8710.2%
 
ValueCountFrequency (%) 
2849710.2%
 
2757210.2%
 
2570110.2%
 
2413610.2%
 
2301410.2%
 
2077910.2%
 
2023710.2%
 
2018810.2%
 
1965810.2%
 
1895210.2%
 

TotalDistance
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct334
Distinct (%)73.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.663522972
Minimum0
Maximum27.53000069
Zeros63
Zeros (%)13.8%
Memory size3.7 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11.409999967
median4.090000153
Q37.159999847
95-th percentile11.23999977
Maximum27.53000069
Range27.53000069
Interquartile range (IQR)5.749999881

Descriptive statistics

Standard deviation4.082072268
Coefficient of variation (CV)0.8753194296
Kurtosis3.448976394
Mean4.663522972
Median Absolute Deviation (MAD)2.889999866
Skewness1.321383526
Sum2131.229998
Variance16.663314
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
06313.8%
 
0.00999999977661.3%
 
7.67000007630.7%
 
4.7199997930.7%
 
1.91999995720.4%
 
8.11999988620.4%
 
4.7800002120.4%
 
1.54999995220.4%
 
0.829999983320.4%
 
5.32999992420.4%
 
6.98000001920.4%
 
8.10000038120.4%
 
7.94000005720.4%
 
1.42999994820.4%
 
7.40999984720.4%
 
3.83999991420.4%
 
6.76000022920.4%
 
7.26000022920.4%
 
5.34000015320.4%
 
5.09999990520.4%
 
0.529999971420.4%
 
0.140000000620.4%
 
1.62999999520.4%
 
1.77999997120.4%
 
7.51000022920.4%
 
Other values (309)34074.4%
 
ValueCountFrequency (%) 
06313.8%
 
0.00999999977661.3%
 
0.0199999995520.4%
 
0.0299999993310.2%
 
0.109999999410.2%
 
0.129999995210.2%
 
0.140000000620.4%
 
0.189999997610.2%
 
0.209999993410.2%
 
0.259999990520.4%
 
ValueCountFrequency (%) 
27.5300006910.2%
 
23.3899993910.2%
 
20.9099998510.2%
 
20.3899993910.2%
 
20.1399993910.2%
 
18.4099998510.2%
 
15.8199996910.2%
 
15.6199998910.2%
 
14.8400001510.2%
 
14.7100000410.2%
 

TrackerDistance
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct336
Distinct (%)73.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.609846824
Minimum0
Maximum27.53000069
Zeros66
Zeros (%)14.4%
Memory size3.7 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11.279999971
median4.090000153
Q37.110000134
95-th percentile11.13599968
Maximum27.53000069
Range27.53000069
Interquartile range (IQR)5.830000162

Descriptive statistics

Standard deviation4.068539937
Coefficient of variation (CV)0.8825759494
Kurtosis3.576888152
Mean4.609846824
Median Absolute Deviation (MAD)2.920000076
Skewness1.339050019
Sum2106.699999
Variance16.55301722
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
06614.4%
 
0.00999999977661.3%
 
7.67000007630.7%
 
4.7199997930.7%
 
1.91999995720.4%
 
1.54999995220.4%
 
5.32999992420.4%
 
0.829999983320.4%
 
6.98000001920.4%
 
1.42999994820.4%
 
7.40999984720.4%
 
8.10000038120.4%
 
4.7800002120.4%
 
1.77999997120.4%
 
6.76000022920.4%
 
7.26000022920.4%
 
5.34000015320.4%
 
5.40999984720.4%
 
5.09999990520.4%
 
3.86999988620.4%
 
0.140000000620.4%
 
8.30000019120.4%
 
5.63000011420.4%
 
6.78999996220.4%
 
1.2400000120.4%
 
Other values (311)33773.7%
 
ValueCountFrequency (%) 
06614.4%
 
0.00999999977661.3%
 
0.0199999995520.4%
 
0.0299999993310.2%
 
0.109999999410.2%
 
0.129999995210.2%
 
0.140000000620.4%
 
0.189999997610.2%
 
0.209999993410.2%
 
0.259999990520.4%
 
ValueCountFrequency (%) 
27.5300006910.2%
 
23.3899993910.2%
 
20.9099998510.2%
 
20.3899993910.2%
 
20.1399993910.2%
 
18.4099998510.2%
 
15.8199996910.2%
 
15.6199998910.2%
 
14.8400001510.2%
 
14.7100000410.2%
 

LoggedActivitiesDistance
Real number (ℝ≥0)

ZEROS

Distinct20
Distinct (%)4.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1794273741
Minimum0
Maximum6.72705698
Zeros433
Zeros (%)94.7%
Memory size3.7 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0.3665432006
Maximum6.72705698
Range6.72705698
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.8492318298
Coefficient of variation (CV)4.733011526
Kurtosis27.13615724
Mean0.1794273741
Median Absolute Deviation (MAD)0
Skewness5.159788142
Sum81.99830997
Variance0.7211947008
MonotocityNot monotonic
Histogram with fixed size bins (bins=20)
ValueCountFrequency (%) 
043394.7%
 
2.09214711240.9%
 
2.25308108330.7%
 
4.83638000510.2%
 
2.69645500210.2%
 
5.4568638810.2%
 
3.21868801110.2%
 
3.9727950110.2%
 
6.7270569810.2%
 
0.0558429993710.2%
 
4.87598991410.2%
 
1.92630195610.2%
 
1.60934400610.2%
 
4.83572006210.2%
 
5.18984985410.2%
 
4.84231996510.2%
 
4.86978292510.2%
 
4.90128278710.2%
 
2.02777290310.2%
 
4.82803201710.2%
 
ValueCountFrequency (%) 
043394.7%
 
0.0558429993710.2%
 
1.60934400610.2%
 
1.92630195610.2%
 
2.02777290310.2%
 
2.09214711240.9%
 
2.25308108330.7%
 
2.69645500210.2%
 
3.21868801110.2%
 
3.9727950110.2%
 
ValueCountFrequency (%) 
6.7270569810.2%
 
5.4568638810.2%
 
5.18984985410.2%
 
4.90128278710.2%
 
4.87598991410.2%
 
4.86978292510.2%
 
4.84231996510.2%
 
4.83638000510.2%
 
4.83572006210.2%
 
4.82803201710.2%
 

VeryActiveDistance
Real number (ℝ≥0)

ZEROS

Distinct170
Distinct (%)37.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.180897153
Minimum0
Maximum21.92000008
Zeros245
Zeros (%)53.6%
Memory size3.7 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31.309999943
95-th percentile5.760000038
Maximum21.92000008
Range21.92000008
Interquartile range (IQR)1.309999943

Descriptive statistics

Standard deviation2.487158568
Coefficient of variation (CV)2.106160186
Kurtosis18.7096635
Mean1.180897153
Median Absolute Deviation (MAD)0
Skewness3.73064421
Sum539.669999
Variance6.185957745
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
024553.6%
 
0.070000000361.3%
 
0.2540.9%
 
0.230000004230.7%
 
0.530.7%
 
0.330000013130.7%
 
0.100000001520.4%
 
2.01999998120.4%
 
0.870000004820.4%
 
1.79999995220.4%
 
2.31999993320.4%
 
0.0799999982120.4%
 
1.9900000120.4%
 
0.159999996420.4%
 
0.340000003620.4%
 
1.30999994320.4%
 
3.39000010520.4%
 
0.610000014320.4%
 
1.76999998120.4%
 
0.370000004820.4%
 
0.889999985720.4%
 
0.550000011920.4%
 
0.509999990520.4%
 
2.03999996220.4%
 
0.180000007220.4%
 
Other values (145)15533.9%
 
ValueCountFrequency (%) 
024553.6%
 
0.00999999977610.2%
 
0.0199999995510.2%
 
0.0399999991110.2%
 
0.0599999986620.4%
 
0.070000000361.3%
 
0.0799999982120.4%
 
0.0900000035810.2%
 
0.100000001520.4%
 
0.109999999410.2%
 
ValueCountFrequency (%) 
21.9200000810.2%
 
16.8199996910.2%
 
14.7200002710.2%
 
12.2200002710.2%
 
12.0600004210.2%
 
11.7299995410.2%
 
11.1000003810.2%
 
9.97999954210.2%
 
9.97000026710.2%
 
9.96000003810.2%
 

ModeratelyActiveDistance
Real number (ℝ≥0)

ZEROS

Distinct140
Distinct (%)30.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4786433252
Minimum0
Maximum6.400000095
Zeros228
Zeros (%)49.9%
Memory size3.7 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0.01999999955
Q30.6700000167
95-th percentile2.089999914
Maximum6.400000095
Range6.400000095
Interquartile range (IQR)0.6700000167

Descriptive statistics

Standard deviation0.8309951707
Coefficient of variation (CV)1.736146995
Kurtosis11.87056988
Mean0.4786433252
Median Absolute Deviation (MAD)0.01999999955
Skewness2.971412313
Sum218.7399996
Variance0.6905529737
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
022849.9%
 
0.2551.1%
 
0.180000007251.1%
 
0.330000013140.9%
 
0.529999971440.9%
 
0.230000004240.9%
 
0.159999996440.9%
 
0.259999990540.9%
 
0.370000004840.9%
 
0.219999998840.9%
 
0.790000021540.9%
 
0.360000014330.7%
 
0.209999993430.7%
 
0.239999994630.7%
 
0.759999990530.7%
 
0.629999995230.7%
 
0.779999971430.7%
 
1.23000001930.7%
 
0.850000023830.7%
 
0.800000011930.7%
 
0.490000009530.7%
 
0.610000014330.7%
 
0.560000002430.7%
 
0.270000010730.7%
 
0.889999985730.7%
 
Other values (115)14531.7%
 
ValueCountFrequency (%) 
022849.9%
 
0.0199999995510.2%
 
0.0399999991120.4%
 
0.0500000007530.7%
 
0.0599999986610.2%
 
0.0900000035810.2%
 
0.100000001510.2%
 
0.119999997320.4%
 
0.129999995210.2%
 
0.140000000610.2%
 
ValueCountFrequency (%) 
6.40000009510.2%
 
5.48999977110.2%
 
4.48999977110.2%
 
4.44000005710.2%
 
3.72000002910.2%
 
3.68000006710.2%
 
3.59999990510.2%
 
3.33999991410.2%
 
3.2599999910.2%
 
3.11999988610.2%
 

LightActiveDistance
Real number (ℝ≥0)

ZEROS

Distinct295
Distinct (%)64.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.890196937
Minimum0
Maximum12.51000023
Zeros74
Zeros (%)16.2%
Memory size3.7 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10.8700000048
median2.930000067
Q34.460000038
95-th percentile6.515999985
Maximum12.51000023
Range12.51000023
Interquartile range (IQR)3.590000033

Descriptive statistics

Standard deviation2.237523344
Coefficient of variation (CV)0.7741767752
Kurtosis0.2750757813
Mean2.890196937
Median Absolute Deviation (MAD)1.749999762
Skewness0.5215831453
Sum1320.82
Variance5.006510715
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
07416.2%
 
0.00999999977671.5%
 
4.61000013440.9%
 
3.540.9%
 
3.5099999930.7%
 
3.91000008630.7%
 
5.26999998130.7%
 
4.94999980930.7%
 
3.21000003830.7%
 
1.62999999530.7%
 
2.52999997130.7%
 
4.44999980930.7%
 
4.28999996230.7%
 
4.67999982830.7%
 
4.46000003830.7%
 
3.64000010520.4%
 
4.90999984720.4%
 
0.870000004820.4%
 
2.19000005720.4%
 
3.81999993320.4%
 
3.07999992420.4%
 
1.54999995220.4%
 
0.209999993420.4%
 
3.84999990520.4%
 
2.08999991420.4%
 
Other values (270)31568.9%
 
ValueCountFrequency (%) 
07416.2%
 
0.00999999977671.5%
 
0.0199999995510.2%
 
0.0299999993310.2%
 
0.109999999410.2%
 
0.129999995220.4%
 
0.140000000610.2%
 
0.170000001810.2%
 
0.189999997610.2%
 
0.209999993420.4%
 
ValueCountFrequency (%) 
12.5100002310.2%
 
1210.2%
 
9.36999988610.2%
 
8.61999988610.2%
 
8.14999961910.2%
 
8.07999992410.2%
 
8.0600004210.2%
 
8.02000045810.2%
 
7.78999996210.2%
 
7.55999994310.2%
 

SedentaryActiveDistance
Real number (ℝ≥0)

ZEROS

Distinct8
Distinct (%)1.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.001903719882
Minimum0
Maximum0.1000000015
Zeros419
Zeros (%)91.7%
Memory size3.7 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0.009999999776
Maximum0.1000000015
Range0.1000000015
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.0084868013
Coefficient of variation (CV)4.45800949
Kurtosis54.03881246
Mean0.001903719882
Median Absolute Deviation (MAD)0
Skewness6.566301549
Sum0.8699999861
Variance7.202579631e-05
MonotocityNot monotonic
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%) 
041991.7%
 
0.009999999776224.8%
 
0.0299999993361.3%
 
0.0399999991140.9%
 
0.0199999995520.4%
 
0.0599999986620.4%
 
0.100000001510.2%
 
0.0500000007510.2%
 
ValueCountFrequency (%) 
041991.7%
 
0.009999999776224.8%
 
0.0199999995520.4%
 
0.0299999993361.3%
 
0.0399999991140.9%
 
0.0500000007510.2%
 
0.0599999986620.4%
 
0.100000001510.2%
 
ValueCountFrequency (%) 
0.100000001510.2%
 
0.0599999986620.4%
 
0.0500000007510.2%
 
0.0399999991140.9%
 
0.0299999993361.3%
 
0.0199999995520.4%
 
0.009999999776224.8%
 
041991.7%
 

VeryActiveMinutes
Real number (ℝ≥0)

ZEROS

Distinct85
Distinct (%)18.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean16.62363239
Minimum0
Maximum202
Zeros241
Zeros (%)52.7%
Memory size3.7 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q325
95-th percentile78.4
Maximum202
Range202
Interquartile range (IQR)25

Descriptive statistics

Standard deviation28.91970375
Coefficient of variation (CV)1.739674163
Kurtosis6.928585794
Mean16.62363239
Median Absolute Deviation (MAD)0
Skewness2.38473603
Sum7597
Variance836.3492648
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
024152.7%
 
1112.4%
 
392.0%
 
481.8%
 
271.5%
 
771.5%
 
1571.5%
 
1871.5%
 
561.3%
 
2561.3%
 
2761.3%
 
5051.1%
 
2451.1%
 
3351.1%
 
4651.1%
 
1440.9%
 
940.9%
 
2140.9%
 
840.9%
 
7030.7%
 
7230.7%
 
4730.7%
 
2030.7%
 
4030.7%
 
5130.7%
 
Other values (60)8819.3%
 
ValueCountFrequency (%) 
024152.7%
 
1112.4%
 
271.5%
 
392.0%
 
481.8%
 
561.3%
 
630.7%
 
771.5%
 
840.9%
 
940.9%
 
ValueCountFrequency (%) 
20210.2%
 
16510.2%
 
12810.2%
 
12410.2%
 
12310.2%
 
11610.2%
 
11310.2%
 
10710.2%
 
10610.2%
 
10510.2%
 

FairlyActiveMinutes
Real number (ℝ≥0)

ZEROS

Distinct62
Distinct (%)13.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13.07002188
Minimum0
Maximum660
Zeros227
Zeros (%)49.7%
Memory size3.7 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q316
95-th percentile46.4
Maximum660
Range660
Interquartile range (IQR)16

Descriptive statistics

Standard deviation36.20863518
Coefficient of variation (CV)2.770357656
Kurtosis224.7286191
Mean13.07002188
Median Absolute Deviation (MAD)1
Skewness13.02940846
Sum5973
Variance1311.065262
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
022749.7%
 
6143.1%
 
16122.6%
 
8112.4%
 
7102.2%
 
1192.0%
 
1792.0%
 
1292.0%
 
981.8%
 
1581.8%
 
1471.5%
 
471.5%
 
2461.3%
 
3251.1%
 
1351.1%
 
551.1%
 
1951.1%
 
2251.1%
 
2851.1%
 
3051.1%
 
2040.9%
 
3340.9%
 
1840.9%
 
2740.9%
 
3740.9%
 
Other values (37)6514.2%
 
ValueCountFrequency (%) 
022749.7%
 
130.7%
 
230.7%
 
330.7%
 
471.5%
 
551.1%
 
6143.1%
 
7102.2%
 
8112.4%
 
981.8%
 
ValueCountFrequency (%) 
66010.2%
 
14110.2%
 
13310.2%
 
12010.2%
 
11410.2%
 
10710.2%
 
10110.2%
 
9910.2%
 
8120.4%
 
7710.2%
 

LightlyActiveMinutes
Real number (ℝ≥0)

ZEROS

Distinct251
Distinct (%)54.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean170.0700219
Minimum0
Maximum720
Zeros72
Zeros (%)15.8%
Memory size3.7 KiB

Quantile statistics

Minimum0
5-th percentile0
Q164
median181
Q3257
95-th percentile348.6
Maximum720
Range720
Interquartile range (IQR)193

Descriptive statistics

Standard deviation122.2053721
Coefficient of variation (CV)0.7185591605
Kurtosis0.3822726388
Mean170.0700219
Median Absolute Deviation (MAD)90
Skewness0.3525141968
Sum77722
Variance14934.15298
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
07215.8%
 
161.3%
 
24851.1%
 
20840.9%
 
21240.9%
 
23040.9%
 
27640.9%
 
19030.7%
 
27230.7%
 
26330.7%
 
25830.7%
 
25130.7%
 
14530.7%
 
24730.7%
 
11230.7%
 
18530.7%
 
24330.7%
 
24130.7%
 
27930.7%
 
13830.7%
 
17630.7%
 
19530.7%
 
19330.7%
 
24430.7%
 
15330.7%
 
Other values (226)30466.5%
 
ValueCountFrequency (%) 
07215.8%
 
161.3%
 
230.7%
 
310.2%
 
610.2%
 
820.4%
 
910.2%
 
1110.2%
 
1210.2%
 
1410.2%
 
ValueCountFrequency (%) 
72010.2%
 
63010.2%
 
58610.2%
 
50610.2%
 
49110.2%
 
47510.2%
 
42210.2%
 
40110.2%
 
39710.2%
 
39010.2%
 

SedentaryMinutes
Real number (ℝ≥0)

Distinct315
Distinct (%)68.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean995.2822757
Minimum32
Maximum1440
Zeros0
Zeros (%)0.0%
Memory size3.7 KiB

Quantile statistics

Minimum32
5-th percentile465.4
Q1728
median1057
Q31285
95-th percentile1440
Maximum1440
Range1408
Interquartile range (IQR)557

Descriptive statistics

Standard deviation337.021404
Coefficient of variation (CV)0.3386189146
Kurtosis-0.6782227116
Mean995.2822757
Median Absolute Deviation (MAD)300
Skewness-0.3655631139
Sum454844
Variance113583.4267
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
14406313.8%
 
143940.9%
 
118140.9%
 
132830.7%
 
112530.7%
 
77030.7%
 
115030.7%
 
118530.7%
 
84230.7%
 
70030.7%
 
105530.7%
 
113930.7%
 
74830.7%
 
118030.7%
 
62120.4%
 
85520.4%
 
80420.4%
 
63620.4%
 
134520.4%
 
86620.4%
 
114920.4%
 
60520.4%
 
111420.4%
 
113220.4%
 
139720.4%
 
Other values (290)33172.4%
 
ValueCountFrequency (%) 
3210.2%
 
6110.2%
 
7510.2%
 
9910.2%
 
14610.2%
 
16110.2%
 
18710.2%
 
19810.2%
 
20710.2%
 
20910.2%
 
ValueCountFrequency (%) 
14406313.8%
 
143940.9%
 
143820.4%
 
143210.2%
 
142810.2%
 
141410.2%
 
140710.2%
 
140620.4%
 
140410.2%
 
139910.2%
 

Calories
Real number (ℝ≥0)

ZEROS

Distinct383
Distinct (%)83.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2189.452954
Minimum0
Maximum4562
Zeros5
Zeros (%)1.1%
Memory size3.7 KiB

Quantile statistics

Minimum0
5-th percentile790.8
Q11776
median2062
Q32667
95-th percentile3716
Maximum4562
Range4562
Interquartile range (IQR)891

Descriptive statistics

Standard deviation815.4845229
Coefficient of variation (CV)0.3724603999
Kurtosis0.5200100199
Mean2189.452954
Median Absolute Deviation (MAD)422
Skewness0.2363575209
Sum1000580
Variance665015.0071
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
1776112.4%
 
187881.8%
 
206061.3%
 
051.1%
 
182051.1%
 
142951.1%
 
192051.1%
 
132440.9%
 
193530.7%
 
177730.7%
 
218830.7%
 
177830.7%
 
205820.4%
 
201020.4%
 
281120.4%
 
243720.4%
 
224420.4%
 
206920.4%
 
195320.4%
 
236020.4%
 
194420.4%
 
39920.4%
 
188220.4%
 
134720.4%
 
244220.4%
 
Other values (358)37081.0%
 
ValueCountFrequency (%) 
051.1%
 
5010.2%
 
18210.2%
 
25110.2%
 
39920.4%
 
44610.2%
 
48910.2%
 
53810.2%
 
60010.2%
 
62510.2%
 
ValueCountFrequency (%) 
456210.2%
 
452610.2%
 
443010.2%
 
428610.2%
 
423410.2%
 
422010.2%
 
419610.2%
 
412810.2%
 
403910.2%
 
403410.2%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

IdActivityDateTotalStepsTotalDistanceTrackerDistanceLoggedActivitiesDistanceVeryActiveDistanceModeratelyActiveDistanceLightActiveDistanceSedentaryActiveDistanceVeryActiveMinutesFairlyActiveMinutesLightlyActiveMinutesSedentaryMinutesCalories
015039603663/25/2016110047.117.110.02.570.464.070.033122058041819
115039603663/26/20161760911.5511.550.06.920.733.910.089172745882154
215039603663/27/2016127368.538.530.04.660.163.710.05652686051944
315039603663/28/2016132318.938.930.03.190.794.950.0392022410801932
415039603663/29/2016120417.857.850.02.161.094.610.028282437631886
515039603663/30/2016109707.167.160.02.360.514.290.0301322311741820
615039603663/31/2016122567.867.860.02.290.495.040.033122398201889
715039603664/1/2016122627.877.870.03.320.833.640.047212008661868
815039603664/2/2016112487.257.250.03.000.453.740.040112446361843
915039603664/3/2016100166.376.370.00.911.284.180.015303146551850

Last rows

IdActivityDateTotalStepsTotalDistanceTrackerDistanceLoggedActivitiesDistanceVeryActiveDistanceModeratelyActiveDistanceLightActiveDistanceSedentaryActiveDistanceVeryActiveMinutesFairlyActiveMinutesLightlyActiveMinutesSedentaryMinutesCalories
44788776893914/3/2016152608.1900008.1900000.01.800.755.570.001061725910583864
44888776893914/4/20162077918.41000018.4100000.011.730.656.000.00781620811383662
44988776893914/5/2016106958.1200008.1200000.00.770.187.090.0110324611812834
45088776893914/6/20162413620.91000020.9100000.012.220.548.080.00871631810194039
45188776893914/7/2016109108.4200008.4200000.02.960.395.030.00321121211852947
45288776893914/8/20162301420.38999920.3899990.011.100.638.620.0070293599824196
45388776893914/9/2016164708.0700008.0700000.00.000.028.020.0090928910523841
45488776893914/10/20162849727.53000127.5300010.021.921.124.460.001284621110554526
45588776893914/11/2016106228.0600008.0600000.01.470.156.370.0118722511902820
45688776893914/12/201623501.7800001.7800000.00.000.001.780.000058531938